Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 8101 |
| Missing cells | 2673 |
| Missing cells (%) | 1.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 6 |
Customer_Age is highly overall correlated with Months_on_book | High correlation |
Months_on_book is highly overall correlated with Customer_Age | High correlation |
Credit_Limit is highly overall correlated with Avg_Open_To_Buy | High correlation |
Total_Revolving_Bal is highly overall correlated with Avg_Utilization_Ratio | High correlation |
Avg_Open_To_Buy is highly overall correlated with Credit_Limit and 1 other fields | High correlation |
Total_Trans_Amt is highly overall correlated with Total_Trans_Ct | High correlation |
Total_Trans_Ct is highly overall correlated with Total_Trans_Amt | High correlation |
Avg_Utilization_Ratio is highly overall correlated with Total_Revolving_Bal and 1 other fields | High correlation |
Gender is highly overall correlated with Income_Category | High correlation |
Income_Category is highly overall correlated with Gender | High correlation |
Card_Category is highly imbalanced (79.4%) | Imbalance |
Education_Level has 1205 (14.9%) missing values | Missing |
Marital_Status has 579 (7.1%) missing values | Missing |
Income_Category has 889 (11.0%) missing values | Missing |
train_idx is uniformly distributed | Uniform |
train_idx has unique values | Unique |
CLIENTNUM has unique values | Unique |
Dependent_count has 725 (8.9%) zeros | Zeros |
Contacts_Count_12_mon has 312 (3.9%) zeros | Zeros |
Total_Revolving_Bal has 1986 (24.5%) zeros | Zeros |
Avg_Utilization_Ratio has 1986 (24.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-06 13:34:41.680544 |
|---|---|
| Analysis finished | 2023-10-06 13:35:18.072237 |
| Duration | 36.39 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
train_idx
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 8101 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4050 |
| Minimum | 0 |
|---|---|
| Maximum | 8100 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 405 |
| Q1 | 2025 |
| median | 4050 |
| Q3 | 6075 |
| 95-th percentile | 7695 |
| Maximum | 8100 |
| Range | 8100 |
| Interquartile range (IQR) | 4050 |
Descriptive statistics
| Standard deviation | 2338.7016 |
|---|---|
| Coefficient of variation (CV) | 0.57745718 |
| Kurtosis | -1.2 |
| Mean | 4050 |
| Median Absolute Deviation (MAD) | 2025 |
| Skewness | 0 |
| Sum | 32809050 |
| Variance | 5469525.2 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 5396 | 1 | < 0.1% |
| 5409 | 1 | < 0.1% |
| 5408 | 1 | < 0.1% |
| 5407 | 1 | < 0.1% |
| 5406 | 1 | < 0.1% |
| 5405 | 1 | < 0.1% |
| 5404 | 1 | < 0.1% |
| 5403 | 1 | < 0.1% |
| 5402 | 1 | < 0.1% |
| Other values (8091) | 8091 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 8100 | 1 | |
| 8099 | 1 | |
| 8098 | 1 | |
| 8097 | 1 | |
| 8096 | 1 | |
| 8095 | 1 | |
| 8094 | 1 | |
| 8093 | 1 | |
| 8092 | 1 | |
| 8091 | 1 |
CLIENTNUM
Real number (ℝ)
UNIQUE
| Distinct | 8101 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3913295 × 108 |
| Minimum | 7.0808208 × 108 |
|---|---|
| Maximum | 8.2834308 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 7.0808208 × 108 |
|---|---|
| 5-th percentile | 7.0910126 × 108 |
| Q1 | 7.1305338 × 108 |
| median | 7.1788601 × 108 |
| Q3 | 7.7284638 × 108 |
| 95-th percentile | 8.1397128 × 108 |
| Maximum | 8.2834308 × 108 |
| Range | 1.20261 × 108 |
| Interquartile range (IQR) | 59793000 |
Descriptive statistics
| Standard deviation | 36919116 |
|---|---|
| Coefficient of variation (CV) | 0.049949222 |
| Kurtosis | -0.60777433 |
| Mean | 7.3913295 × 108 |
| Median Absolute Deviation (MAD) | 6292200 |
| Skewness | 1.0005322 |
| Sum | 5.987716 × 1012 |
| Variance | 1.3630211 × 1015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 713071383 | 1 | < 0.1% |
| 759947433 | 1 | < 0.1% |
| 709841433 | 1 | < 0.1% |
| 789483333 | 1 | < 0.1% |
| 785328408 | 1 | < 0.1% |
| 805534608 | 1 | < 0.1% |
| 709005633 | 1 | < 0.1% |
| 718246458 | 1 | < 0.1% |
| 789917208 | 1 | < 0.1% |
| 778377183 | 1 | < 0.1% |
| Other values (8091) | 8091 |
| Value | Count | Frequency (%) |
| 708082083 | 1 | |
| 708083283 | 1 | |
| 708084558 | 1 | |
| 708085458 | 1 | |
| 708086958 | 1 | |
| 708098133 | 1 | |
| 708099183 | 1 | |
| 708100533 | 1 | |
| 708103608 | 1 | |
| 708104658 | 1 |
| Value | Count | Frequency (%) |
| 828343083 | 1 | |
| 828298908 | 1 | |
| 828294933 | 1 | |
| 828288333 | 1 | |
| 828285858 | 1 | |
| 828281733 | 1 | |
| 828236133 | 1 | |
| 828227433 | 1 | |
| 828215508 | 1 | |
| 827984658 | 1 |
Customer_Age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.306382 |
| Minimum | 26 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 26 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 41 |
| median | 46 |
| Q3 | 52 |
| 95-th percentile | 60 |
| Maximum | 70 |
| Range | 44 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.0225266 |
|---|---|
| Coefficient of variation (CV) | 0.17324883 |
| Kurtosis | -0.31128146 |
| Mean | 46.306382 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.043812536 |
| Sum | 375128 |
| Variance | 64.360933 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 46 | 397 | 4.9% |
| 49 | 395 | 4.9% |
| 45 | 390 | 4.8% |
| 44 | 386 | 4.8% |
| 47 | 378 | 4.7% |
| 48 | 372 | 4.6% |
| 43 | 371 | 4.6% |
| 50 | 367 | 4.5% |
| 42 | 326 | 4.0% |
| 51 | 325 | 4.0% |
| Other values (34) | 4394 |
| Value | Count | Frequency (%) |
| 26 | 63 | |
| 27 | 22 | 0.3% |
| 28 | 24 | 0.3% |
| 29 | 50 | 0.6% |
| 30 | 53 | 0.7% |
| 31 | 78 | |
| 32 | 90 | |
| 33 | 98 | |
| 34 | 126 | |
| 35 | 143 |
| Value | Count | Frequency (%) |
| 70 | 1 | < 0.1% |
| 68 | 2 | < 0.1% |
| 67 | 3 | < 0.1% |
| 66 | 1 | < 0.1% |
| 65 | 77 | |
| 64 | 32 | 0.4% |
| 63 | 58 | |
| 62 | 70 | |
| 61 | 73 | |
| 60 | 99 |
Gender
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.4 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | F |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 4279 | |
| m | 3822 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8101 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8101 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| F | 4279 | |
| M | 3822 |
Dependent_count
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3347735 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 725 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2895637 |
|---|---|
| Coefficient of variation (CV) | 0.55232927 |
| Kurtosis | -0.65676736 |
| Mean | 2.3347735 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.020167501 |
| Sum | 18914 |
| Variance | 1.6629746 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 2222 | |
| 2 | 2150 | |
| 1 | 1465 | |
| 4 | 1212 | |
| 0 | 725 | 8.9% |
| 5 | 327 | 4.0% |
| Value | Count | Frequency (%) |
| 0 | 725 | 8.9% |
| 1 | 1465 | |
| 2 | 2150 | |
| 3 | 2222 | |
| 4 | 1212 | |
| 5 | 327 | 4.0% |
| Value | Count | Frequency (%) |
| 5 | 327 | 4.0% |
| 4 | 1212 | |
| 3 | 2222 | |
| 2 | 2150 | |
| 1 | 1465 | |
| 0 | 725 | 8.9% |
Education_Level
Categorical
MISSING
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1205 |
| Missing (%) | 14.9% |
| Memory size | 63.4 KiB |
| Graduate | |
|---|---|
| High School | |
| Uneducated | |
| College | |
| Post-Graduate |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 9.2721868 |
| Min length | 7 |
Characters and Unicode
| Total characters | 63941 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High School |
|---|---|
| 2nd row | Graduate |
| 3rd row | High School |
| 4th row | Doctorate |
| 5th row | Graduate |
Common Values
| Value | Count | Frequency (%) |
| Graduate | 2528 | |
| High School | 1619 | |
| Uneducated | 1171 | |
| College | 816 | 10.1% |
| Post-Graduate | 407 | 5.0% |
| Doctorate | 355 | 4.4% |
| (Missing) | 1205 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduate | 2528 | |
| high | 1619 | |
| school | 1619 | |
| uneducated | 1171 | |
| college | 816 | 9.6% |
| post-graduate | 407 | 4.8% |
| doctorate | 355 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 7396 | |
| e | 7264 | |
| d | 5277 | 8.3% |
| t | 5223 | 8.2% |
| o | 5171 | 8.1% |
| u | 4106 | 6.4% |
| r | 3290 | 5.1% |
| l | 3251 | 5.1% |
| h | 3238 | 5.1% |
| c | 3145 | 4.9% |
| Other values (13) | 16580 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 52993 | |
| Uppercase Letter | 8922 | 14.0% |
| Space Separator | 1619 | 2.5% |
| Dash Punctuation | 407 | 0.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 7396 | |
| e | 7264 | |
| d | 5277 | |
| t | 5223 | |
| o | 5171 | |
| u | 4106 | |
| r | 3290 | |
| l | 3251 | |
| h | 3238 | |
| c | 3145 | |
| Other values (4) | 5632 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 2935 | |
| S | 1619 | |
| H | 1619 | |
| U | 1171 | 13.1% |
| C | 816 | 9.1% |
| P | 407 | 4.6% |
| D | 355 | 4.0% |
Space Separator
| Value | Count | Frequency (%) |
| 1619 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 407 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61915 | |
| Common | 2026 | 3.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 7396 | |
| e | 7264 | |
| d | 5277 | 8.5% |
| t | 5223 | 8.4% |
| o | 5171 | 8.4% |
| u | 4106 | 6.6% |
| r | 3290 | 5.3% |
| l | 3251 | 5.3% |
| h | 3238 | 5.2% |
| c | 3145 | 5.1% |
| Other values (11) | 14554 |
Common
| Value | Count | Frequency (%) |
| 1619 | ||
| - | 407 | 20.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 63941 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 7396 | |
| e | 7264 | |
| d | 5277 | 8.3% |
| t | 5223 | 8.2% |
| o | 5171 | 8.1% |
| u | 4106 | 6.4% |
| r | 3290 | 5.1% |
| l | 3251 | 5.1% |
| h | 3238 | 5.1% |
| c | 3145 | 4.9% |
| Other values (13) | 16580 |
Marital_Status
Categorical
MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 579 |
| Missing (%) | 7.1% |
| Memory size | 63.4 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.6632545 |
| Min length | 6 |
Characters and Unicode
| Total characters | 50121 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Single |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 3767 | |
| Single | 3144 | |
| Divorced | 611 | 7.5% |
| (Missing) | 579 | 7.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 3767 | |
| single | 3144 | |
| divorced | 611 | 8.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 8145 | |
| i | 7522 | |
| e | 7522 | |
| d | 4378 | |
| M | 3767 | |
| a | 3767 | |
| S | 3144 | 6.3% |
| n | 3144 | 6.3% |
| g | 3144 | 6.3% |
| l | 3144 | 6.3% |
| Other values (4) | 2444 | 4.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 42599 | |
| Uppercase Letter | 7522 | 15.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 8145 | |
| i | 7522 | |
| e | 7522 | |
| d | 4378 | |
| a | 3767 | |
| n | 3144 | 7.4% |
| g | 3144 | 7.4% |
| l | 3144 | 7.4% |
| v | 611 | 1.4% |
| o | 611 | 1.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3767 | |
| S | 3144 | |
| D | 611 | 8.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 50121 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 8145 | |
| i | 7522 | |
| e | 7522 | |
| d | 4378 | |
| M | 3767 | |
| a | 3767 | |
| S | 3144 | 6.3% |
| n | 3144 | 6.3% |
| g | 3144 | 6.3% |
| l | 3144 | 6.3% |
| Other values (4) | 2444 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 50121 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 8145 | |
| i | 7522 | |
| e | 7522 | |
| d | 4378 | |
| M | 3767 | |
| a | 3767 | |
| S | 3144 | 6.3% |
| n | 3144 | 6.3% |
| g | 3144 | 6.3% |
| l | 3144 | 6.3% |
| Other values (4) | 2444 | 4.9% |
Income_Category
Categorical
HIGH CORRELATION MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 889 |
| Missing (%) | 11.0% |
| Memory size | 63.4 KiB |
| Less than $40K | |
|---|---|
| $40K - $60K | |
| $80K - $120K | |
| $60K - $80K | |
| $120K + |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 12.015114 |
| Min length | 7 |
Characters and Unicode
| Total characters | 86653 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Less than $40K |
|---|---|
| 2nd row | Less than $40K |
| 3rd row | $40K - $60K |
| 4th row | Less than $40K |
| 5th row | $40K - $60K |
Common Values
| Value | Count | Frequency (%) |
| Less than $40K | 2812 | |
| $40K - $60K | 1453 | |
| $80K - $120K | 1237 | |
| $60K - $80K | 1122 | 13.9% |
| $120K + | 588 | 7.3% |
| (Missing) | 889 | 11.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4400 | ||
| 40k | 4265 | |
| less | 2812 | |
| than | 2812 | |
| 60k | 2575 | |
| 80k | 2359 | |
| 120k | 1825 |
Most occurring characters
| Value | Count | Frequency (%) |
| 13836 | ||
| $ | 11024 | |
| K | 11024 | |
| 0 | 11024 | |
| s | 5624 | 6.5% |
| 4 | 4265 | 4.9% |
| - | 3812 | 4.4% |
| e | 2812 | 3.2% |
| L | 2812 | 3.2% |
| n | 2812 | 3.2% |
| Other values (8) | 17608 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23873 | |
| Lowercase Letter | 19684 | |
| Space Separator | 13836 | |
| Uppercase Letter | 13836 | |
| Currency Symbol | 11024 | |
| Dash Punctuation | 3812 | 4.4% |
| Math Symbol | 588 | 0.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 11024 | |
| 4 | 4265 | 17.9% |
| 6 | 2575 | 10.8% |
| 8 | 2359 | 9.9% |
| 1 | 1825 | 7.6% |
| 2 | 1825 | 7.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 5624 | |
| e | 2812 | |
| n | 2812 | |
| a | 2812 | |
| h | 2812 | |
| t | 2812 |
Uppercase Letter
| Value | Count | Frequency (%) |
| K | 11024 | |
| L | 2812 | 20.3% |
Space Separator
| Value | Count | Frequency (%) |
| 13836 |
Currency Symbol
| Value | Count | Frequency (%) |
| $ | 11024 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 3812 |
Math Symbol
| Value | Count | Frequency (%) |
| + | 588 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 53133 | |
| Latin | 33520 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 13836 | ||
| $ | 11024 | |
| 0 | 11024 | |
| 4 | 4265 | 8.0% |
| - | 3812 | 7.2% |
| 6 | 2575 | 4.8% |
| 8 | 2359 | 4.4% |
| 1 | 1825 | 3.4% |
| 2 | 1825 | 3.4% |
| + | 588 | 1.1% |
Latin
| Value | Count | Frequency (%) |
| K | 11024 | |
| s | 5624 | |
| e | 2812 | 8.4% |
| L | 2812 | 8.4% |
| n | 2812 | 8.4% |
| a | 2812 | 8.4% |
| h | 2812 | 8.4% |
| t | 2812 | 8.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 86653 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 13836 | ||
| $ | 11024 | |
| K | 11024 | |
| 0 | 11024 | |
| s | 5624 | 6.5% |
| 4 | 4265 | 4.9% |
| - | 3812 | 4.4% |
| e | 2812 | 3.2% |
| L | 2812 | 3.2% |
| n | 2812 | 3.2% |
| Other values (8) | 17608 |
Card_Category
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.4 KiB |
| Blue | |
|---|---|
| Silver | 436 |
| Gold | 93 |
| Platinum | 15 |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.1150475 |
| Min length | 4 |
Characters and Unicode
| Total characters | 33336 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Blue |
|---|---|
| 2nd row | Blue |
| 3rd row | Gold |
| 4th row | Blue |
| 5th row | Blue |
Common Values
| Value | Count | Frequency (%) |
| Blue | 7557 | |
| Silver | 436 | 5.4% |
| Gold | 93 | 1.1% |
| Platinum | 15 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| blue | 7557 | |
| silver | 436 | 5.4% |
| gold | 93 | 1.1% |
| platinum | 15 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 8101 | |
| e | 7993 | |
| u | 7572 | |
| B | 7557 | |
| i | 451 | 1.4% |
| S | 436 | 1.3% |
| v | 436 | 1.3% |
| r | 436 | 1.3% |
| G | 93 | 0.3% |
| o | 93 | 0.3% |
| Other values (6) | 168 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 25235 | |
| Uppercase Letter | 8101 | 24.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 8101 | |
| e | 7993 | |
| u | 7572 | |
| i | 451 | 1.8% |
| v | 436 | 1.7% |
| r | 436 | 1.7% |
| o | 93 | 0.4% |
| d | 93 | 0.4% |
| a | 15 | 0.1% |
| t | 15 | 0.1% |
| Other values (2) | 30 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 7557 | |
| S | 436 | 5.4% |
| G | 93 | 1.1% |
| P | 15 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 33336 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 8101 | |
| e | 7993 | |
| u | 7572 | |
| B | 7557 | |
| i | 451 | 1.4% |
| S | 436 | 1.3% |
| v | 436 | 1.3% |
| r | 436 | 1.3% |
| G | 93 | 0.3% |
| o | 93 | 0.3% |
| Other values (6) | 168 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 33336 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 8101 | |
| e | 7993 | |
| u | 7572 | |
| B | 7557 | |
| i | 451 | 1.4% |
| S | 436 | 1.3% |
| v | 436 | 1.3% |
| r | 436 | 1.3% |
| G | 93 | 0.3% |
| o | 93 | 0.3% |
| Other values (6) | 168 | 0.5% |
Months_on_book
Real number (ℝ)
HIGH CORRELATION
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.92359 |
| Minimum | 13 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 31 |
| median | 36 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 8.0243588 |
|---|---|
| Coefficient of variation (CV) | 0.22337297 |
| Kurtosis | 0.35746635 |
| Mean | 35.92359 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.10943003 |
| Sum | 291017 |
| Variance | 64.390334 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 36 | 1950 | |
| 39 | 276 | 3.4% |
| 37 | 276 | 3.4% |
| 38 | 274 | 3.4% |
| 40 | 269 | 3.3% |
| 34 | 267 | 3.3% |
| 35 | 256 | 3.2% |
| 31 | 255 | 3.1% |
| 33 | 250 | 3.1% |
| 41 | 243 | 3.0% |
| Other values (34) | 3785 |
| Value | Count | Frequency (%) |
| 13 | 57 | |
| 14 | 13 | 0.2% |
| 15 | 28 | 0.3% |
| 16 | 20 | 0.2% |
| 17 | 31 | 0.4% |
| 18 | 46 | |
| 19 | 54 | |
| 20 | 63 | |
| 21 | 71 | |
| 22 | 83 |
| Value | Count | Frequency (%) |
| 56 | 78 | |
| 55 | 33 | 0.4% |
| 54 | 43 | 0.5% |
| 53 | 63 | |
| 52 | 52 | 0.6% |
| 51 | 64 | |
| 50 | 87 | |
| 49 | 114 | |
| 48 | 133 | |
| 47 | 139 |
Total_Relationship_Count
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8132329 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.5518377 |
|---|---|
| Coefficient of variation (CV) | 0.40696115 |
| Kurtosis | -0.99950613 |
| Mean | 3.8132329 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.16312656 |
| Sum | 30891 |
| Variance | 2.4082002 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 1852 | |
| 4 | 1539 | |
| 5 | 1511 | |
| 6 | 1488 | |
| 2 | 985 | |
| 1 | 726 | 9.0% |
| Value | Count | Frequency (%) |
| 1 | 726 | 9.0% |
| 2 | 985 | |
| 3 | 1852 | |
| 4 | 1539 | |
| 5 | 1511 | |
| 6 | 1488 |
| Value | Count | Frequency (%) |
| 6 | 1488 | |
| 5 | 1511 | |
| 4 | 1539 | |
| 3 | 1852 | |
| 2 | 985 | |
| 1 | 726 | 9.0% |
Months_Inactive_12_mon
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3468708 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 22 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0141769 |
|---|---|
| Coefficient of variation (CV) | 0.43214006 |
| Kurtosis | 1.1291968 |
| Mean | 2.3468708 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.64425849 |
| Sum | 19012 |
| Variance | 1.0285547 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 3 | 3094 | |
| 2 | 2611 | |
| 1 | 1780 | |
| 4 | 346 | 4.3% |
| 5 | 144 | 1.8% |
| 6 | 104 | 1.3% |
| 0 | 22 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 22 | 0.3% |
| 1 | 1780 | |
| 2 | 2611 | |
| 3 | 3094 | |
| 4 | 346 | 4.3% |
| 5 | 144 | 1.8% |
| 6 | 104 | 1.3% |
| Value | Count | Frequency (%) |
| 6 | 104 | 1.3% |
| 5 | 144 | 1.8% |
| 4 | 346 | 4.3% |
| 3 | 3094 | |
| 2 | 2611 | |
| 1 | 1780 | |
| 0 | 22 | 0.3% |
Contacts_Count_12_mon
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4503148 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 312 |
| Zeros (%) | 3.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1006873 |
|---|---|
| Coefficient of variation (CV) | 0.44920241 |
| Kurtosis | 0.029614465 |
| Mean | 2.4503148 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.020659003 |
| Sum | 19850 |
| Variance | 1.2115126 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 3 | 2716 | |
| 2 | 2596 | |
| 1 | 1207 | |
| 4 | 1092 | |
| 0 | 312 | 3.9% |
| 5 | 133 | 1.6% |
| 6 | 45 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 312 | 3.9% |
| 1 | 1207 | |
| 2 | 2596 | |
| 3 | 2716 | |
| 4 | 1092 | |
| 5 | 133 | 1.6% |
| 6 | 45 | 0.6% |
| Value | Count | Frequency (%) |
| 6 | 45 | 0.6% |
| 5 | 133 | 1.6% |
| 4 | 1092 | |
| 3 | 2716 | |
| 2 | 2596 | |
| 1 | 1207 | |
| 0 | 312 | 3.9% |
Credit_Limit
Real number (ℝ)
HIGH CORRELATION
| Distinct | 5325 |
|---|---|
| Distinct (%) | 65.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8636.5481 |
| Minimum | 1438.3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 1438.3 |
|---|---|
| 5-th percentile | 1438.3 |
| Q1 | 2555 |
| median | 4549 |
| Q3 | 11128 |
| 95-th percentile | 34058 |
| Maximum | 34516 |
| Range | 33077.7 |
| Interquartile range (IQR) | 8573 |
Descriptive statistics
| Standard deviation | 9086.4196 |
|---|---|
| Coefficient of variation (CV) | 1.0520893 |
| Kurtosis | 1.777607 |
| Mean | 8636.5481 |
| Median Absolute Deviation (MAD) | 2597 |
| Skewness | 1.6576093 |
| Sum | 69964676 |
| Variance | 82563020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1438.3 | 413 | 5.1% |
| 34516 | 399 | 4.9% |
| 9959 | 15 | 0.2% |
| 15987 | 14 | 0.2% |
| 23981 | 9 | 0.1% |
| 6224 | 8 | 0.1% |
| 2490 | 8 | 0.1% |
| 3735 | 7 | 0.1% |
| 7469 | 6 | 0.1% |
| 1963 | 6 | 0.1% |
| Other values (5315) | 7216 |
| Value | Count | Frequency (%) |
| 1438.3 | 413 | |
| 1439 | 2 | < 0.1% |
| 1440 | 1 | < 0.1% |
| 1441 | 1 | < 0.1% |
| 1442 | 1 | < 0.1% |
| 1443 | 3 | < 0.1% |
| 1446 | 1 | < 0.1% |
| 1449 | 1 | < 0.1% |
| 1452 | 2 | < 0.1% |
| 1454 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 34516 | 399 | |
| 34496 | 1 | < 0.1% |
| 34458 | 1 | < 0.1% |
| 34427 | 1 | < 0.1% |
| 34198 | 1 | < 0.1% |
| 34173 | 1 | < 0.1% |
| 34162 | 1 | < 0.1% |
| 34058 | 1 | < 0.1% |
| 33996 | 1 | < 0.1% |
| 33951 | 1 | < 0.1% |
Total_Revolving_Bal
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 1883 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1160.3828 |
| Minimum | 0 |
|---|---|
| Maximum | 2517 |
| Zeros | 1986 |
| Zeros (%) | 24.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 326 |
| median | 1273 |
| Q3 | 1782 |
| 95-th percentile | 2517 |
| Maximum | 2517 |
| Range | 2517 |
| Interquartile range (IQR) | 1456 |
Descriptive statistics
| Standard deviation | 815.50429 |
|---|---|
| Coefficient of variation (CV) | 0.70278903 |
| Kurtosis | -1.1491884 |
| Mean | 1160.3828 |
| Median Absolute Deviation (MAD) | 590 |
| Skewness | -0.1444843 |
| Sum | 9400261 |
| Variance | 665047.25 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1986 | 24.5% |
| 2517 | 415 | 5.1% |
| 1965 | 11 | 0.1% |
| 1720 | 11 | 0.1% |
| 1434 | 10 | 0.1% |
| 1176 | 9 | 0.1% |
| 1566 | 9 | 0.1% |
| 1010 | 9 | 0.1% |
| 1384 | 9 | 0.1% |
| 1647 | 9 | 0.1% |
| Other values (1873) | 5623 |
| Value | Count | Frequency (%) |
| 0 | 1986 | |
| 134 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 154 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 170 | 1 | < 0.1% |
| 186 | 1 | < 0.1% |
| 193 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 2517 | 415 | |
| 2514 | 3 | < 0.1% |
| 2513 | 1 | < 0.1% |
| 2512 | 2 | < 0.1% |
| 2511 | 1 | < 0.1% |
| 2509 | 1 | < 0.1% |
| 2508 | 1 | < 0.1% |
| 2507 | 3 | < 0.1% |
| 2506 | 1 | < 0.1% |
| 2505 | 2 | < 0.1% |
Avg_Open_To_Buy
Real number (ℝ)
HIGH CORRELATION
| Distinct | 5757 |
|---|---|
| Distinct (%) | 71.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7476.1653 |
| Minimum | 3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 489 |
| Q1 | 1341 |
| median | 3495 |
| Q3 | 9942 |
| 95-th percentile | 32099 |
| Maximum | 34516 |
| Range | 34513 |
| Interquartile range (IQR) | 8601 |
Descriptive statistics
| Standard deviation | 9080.2799 |
|---|---|
| Coefficient of variation (CV) | 1.2145638 |
| Kurtosis | 1.7726129 |
| Mean | 7476.1653 |
| Median Absolute Deviation (MAD) | 2674 |
| Skewness | 1.6540051 |
| Sum | 60564415 |
| Variance | 82451483 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1438.3 | 261 | 3.2% |
| 34516 | 81 | 1.0% |
| 31999 | 21 | 0.3% |
| 447 | 6 | 0.1% |
| 787 | 6 | 0.1% |
| 1129 | 6 | 0.1% |
| 953 | 6 | 0.1% |
| 990 | 6 | 0.1% |
| 837 | 6 | 0.1% |
| 933 | 6 | 0.1% |
| Other values (5747) | 7696 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 10 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 24 | 1 | |
| 28 | 1 | |
| 36 | 1 | |
| 39 | 2 | |
| 41 | 2 | |
| 42 | 1 |
| Value | Count | Frequency (%) |
| 34516 | 81 | |
| 34362 | 1 | < 0.1% |
| 34300 | 1 | < 0.1% |
| 34297 | 1 | < 0.1% |
| 34286 | 1 | < 0.1% |
| 34238 | 1 | < 0.1% |
| 34227 | 1 | < 0.1% |
| 34119 | 1 | < 0.1% |
| 34117 | 1 | < 0.1% |
| 34084 | 1 | < 0.1% |
Total_Amt_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 1089 |
|---|---|
| Distinct (%) | 13.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.76080879 |
| Minimum | 0 |
|---|---|
| Maximum | 2.675 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.466 |
| Q1 | 0.632 |
| median | 0.738 |
| Q3 | 0.859 |
| 95-th percentile | 1.106 |
| Maximum | 2.675 |
| Range | 2.675 |
| Interquartile range (IQR) | 0.227 |
Descriptive statistics
| Standard deviation | 0.21666781 |
|---|---|
| Coefficient of variation (CV) | 0.28478615 |
| Kurtosis | 6.6213016 |
| Mean | 0.76080879 |
| Median Absolute Deviation (MAD) | 0.113 |
| Skewness | 1.4913244 |
| Sum | 6163.312 |
| Variance | 0.046944938 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.767 | 28 | 0.3% |
| 0.718 | 27 | 0.3% |
| 0.76 | 27 | 0.3% |
| 0.743 | 27 | 0.3% |
| 0.725 | 26 | 0.3% |
| 0.742 | 26 | 0.3% |
| 0.69 | 26 | 0.3% |
| 0.722 | 26 | 0.3% |
| 0.791 | 26 | 0.3% |
| 0.717 | 26 | 0.3% |
| Other values (1079) | 7836 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 0.01 | 1 | < 0.1% |
| 0.046 | 1 | < 0.1% |
| 0.061 | 2 | |
| 0.101 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.153 | 1 | < 0.1% |
| 0.163 | 1 | < 0.1% |
| 0.166 | 1 | < 0.1% |
| 0.175 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2.675 | 1 | |
| 2.594 | 1 | |
| 2.368 | 1 | |
| 2.316 | 1 | |
| 2.282 | 1 | |
| 2.271 | 1 | |
| 2.204 | 1 | |
| 2.175 | 1 | |
| 2.145 | 1 | |
| 2.121 | 1 |
Total_Trans_Amt
Real number (ℝ)
HIGH CORRELATION
| Distinct | 4462 |
|---|---|
| Distinct (%) | 55.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4402.9881 |
| Minimum | 510 |
|---|---|
| Maximum | 18484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 510 |
|---|---|
| 5-th percentile | 1284 |
| Q1 | 2160 |
| median | 3897 |
| Q3 | 4739 |
| 95-th percentile | 14215 |
| Maximum | 18484 |
| Range | 17974 |
| Interquartile range (IQR) | 2579 |
Descriptive statistics
| Standard deviation | 3401.7095 |
|---|---|
| Coefficient of variation (CV) | 0.77259112 |
| Kurtosis | 3.904927 |
| Mean | 4402.9881 |
| Median Absolute Deviation (MAD) | 1298 |
| Skewness | 2.0479515 |
| Sum | 35668607 |
| Variance | 11571628 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4220 | 9 | 0.1% |
| 4518 | 9 | 0.1% |
| 4498 | 9 | 0.1% |
| 4317 | 8 | 0.1% |
| 4509 | 8 | 0.1% |
| 4869 | 8 | 0.1% |
| 4833 | 8 | 0.1% |
| 4037 | 7 | 0.1% |
| 1409 | 7 | 0.1% |
| 4503 | 7 | 0.1% |
| Other values (4452) | 8021 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 563 | 1 | |
| 569 | 1 | |
| 594 | 1 | |
| 596 | 1 | |
| 597 | 1 | |
| 602 | 1 | |
| 615 | 1 | |
| 644 | 1 | |
| 647 | 2 |
| Value | Count | Frequency (%) |
| 18484 | 1 | |
| 17995 | 1 | |
| 17744 | 1 | |
| 17634 | 1 | |
| 17628 | 1 | |
| 17498 | 1 | |
| 17437 | 1 | |
| 17390 | 1 | |
| 17350 | 1 | |
| 17258 | 1 |
Total_Trans_Ct
Real number (ℝ)
HIGH CORRELATION
| Distinct | 126 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.907789 |
| Minimum | 10 |
|---|---|
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 45 |
| median | 67 |
| Q3 | 81 |
| 95-th percentile | 105 |
| Maximum | 139 |
| Range | 129 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 23.556379 |
|---|---|
| Coefficient of variation (CV) | 0.36292068 |
| Kurtosis | -0.37133836 |
| Mean | 64.907789 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.15361702 |
| Sum | 525818 |
| Variance | 554.90298 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 77 | 168 | 2.1% |
| 82 | 168 | 2.1% |
| 81 | 164 | 2.0% |
| 74 | 160 | 2.0% |
| 75 | 160 | 2.0% |
| 76 | 159 | 2.0% |
| 69 | 159 | 2.0% |
| 70 | 158 | 2.0% |
| 73 | 157 | 1.9% |
| 71 | 157 | 1.9% |
| Other values (116) | 6491 |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 4 | < 0.1% |
| 13 | 3 | < 0.1% |
| 14 | 8 | 0.1% |
| 15 | 15 | |
| 16 | 9 | |
| 17 | 12 | |
| 18 | 21 | |
| 19 | 10 |
| Value | Count | Frequency (%) |
| 139 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 132 | 1 | < 0.1% |
| 131 | 4 | < 0.1% |
| 130 | 4 | < 0.1% |
| 129 | 5 | |
| 128 | 10 | |
| 127 | 11 | |
| 126 | 6 |
Total_Ct_Chng_Q4_Q1
Real number (ℝ)
| Distinct | 795 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.71217615 |
| Minimum | 0 |
|---|---|
| Maximum | 3.714 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.367 |
| Q1 | 0.583 |
| median | 0.702 |
| Q3 | 0.818 |
| 95-th percentile | 1.069 |
| Maximum | 3.714 |
| Range | 3.714 |
| Interquartile range (IQR) | 0.235 |
Descriptive statistics
| Standard deviation | 0.23932079 |
|---|---|
| Coefficient of variation (CV) | 0.33604157 |
| Kurtosis | 16.555569 |
| Mean | 0.71217615 |
| Median Absolute Deviation (MAD) | 0.117 |
| Skewness | 2.1268648 |
| Sum | 5769.339 |
| Variance | 0.057274443 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.667 | 141 | 1.7% |
| 1 | 128 | 1.6% |
| 0.75 | 128 | 1.6% |
| 0.5 | 119 | 1.5% |
| 0.6 | 95 | 1.2% |
| 0.8 | 86 | 1.1% |
| 0.714 | 77 | 1.0% |
| 0.833 | 75 | 0.9% |
| 0.778 | 57 | 0.7% |
| 0.625 | 50 | 0.6% |
| Other values (785) | 7145 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.028 | 1 | < 0.1% |
| 0.029 | 1 | < 0.1% |
| 0.038 | 1 | < 0.1% |
| 0.053 | 1 | < 0.1% |
| 0.059 | 2 | < 0.1% |
| 0.062 | 1 | < 0.1% |
| 0.074 | 1 | < 0.1% |
| 0.077 | 1 | < 0.1% |
| 0.091 | 3 |
| Value | Count | Frequency (%) |
| 3.714 | 1 | < 0.1% |
| 3.571 | 1 | < 0.1% |
| 3.5 | 1 | < 0.1% |
| 3 | 2 | |
| 2.875 | 1 | < 0.1% |
| 2.75 | 1 | < 0.1% |
| 2.571 | 1 | < 0.1% |
| 2.5 | 3 | |
| 2.429 | 1 | < 0.1% |
| 2.4 | 2 |
Avg_Utilization_Ratio
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 943 |
|---|---|
| Distinct (%) | 11.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27318664 |
| Minimum | 0 |
|---|---|
| Maximum | 0.999 |
| Zeros | 1986 |
| Zeros (%) | 24.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 63.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.022 |
| median | 0.174 |
| Q3 | 0.497 |
| 95-th percentile | 0.789 |
| Maximum | 0.999 |
| Range | 0.999 |
| Interquartile range (IQR) | 0.475 |
Descriptive statistics
| Standard deviation | 0.27459484 |
|---|---|
| Coefficient of variation (CV) | 1.0051547 |
| Kurtosis | -0.77916141 |
| Mean | 0.27318664 |
| Median Absolute Deviation (MAD) | 0.174 |
| Skewness | 0.72609436 |
| Sum | 2213.085 |
| Variance | 0.075402324 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1986 | 24.5% |
| 0.073 | 35 | 0.4% |
| 0.057 | 26 | 0.3% |
| 0.07 | 25 | 0.3% |
| 0.048 | 25 | 0.3% |
| 0.053 | 24 | 0.3% |
| 0.06 | 24 | 0.3% |
| 0.069 | 24 | 0.3% |
| 0.061 | 23 | 0.3% |
| 0.071 | 22 | 0.3% |
| Other values (933) | 5887 |
| Value | Count | Frequency (%) |
| 0 | 1986 | |
| 0.004 | 1 | < 0.1% |
| 0.006 | 2 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.008 | 2 | < 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.01 | 1 | < 0.1% |
| 0.011 | 1 | < 0.1% |
| 0.012 | 3 | < 0.1% |
| 0.013 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.999 | 1 | < 0.1% |
| 0.995 | 1 | < 0.1% |
| 0.994 | 1 | < 0.1% |
| 0.99 | 1 | < 0.1% |
| 0.987 | 1 | < 0.1% |
| 0.985 | 1 | < 0.1% |
| 0.984 | 1 | < 0.1% |
| 0.983 | 4 | |
| 0.978 | 1 | < 0.1% |
| 0.977 | 1 | < 0.1% |
Attrition_Flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.4 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 8101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 8101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 6801 | |
| 0 | 1300 | 16.0% |
| train_idx | CLIENTNUM | Customer_Age | Dependent_count | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Gender | Education_Level | Marital_Status | Income_Category | Card_Category | Attrition_Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| train_idx | 1.000 | 0.002 | 0.002 | -0.004 | 0.015 | -0.009 | 0.003 | 0.001 | -0.006 | -0.005 | -0.003 | 0.005 | 0.014 | 0.018 | 0.009 | 0.002 | 0.007 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 |
| CLIENTNUM | 0.002 | 1.000 | 0.017 | -0.020 | 0.111 | 0.017 | -0.009 | 0.010 | 0.015 | -0.001 | 0.014 | 0.028 | -0.002 | 0.005 | 0.009 | 0.003 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.045 |
| Customer_Age | 0.002 | 0.017 | 1.000 | -0.139 | 0.773 | -0.012 | 0.039 | -0.000 | -0.003 | 0.011 | -0.006 | -0.077 | -0.036 | -0.057 | -0.032 | 0.010 | 0.000 | 0.026 | 0.093 | 0.081 | 0.024 | 0.037 |
| Dependent_count | -0.004 | -0.020 | -0.139 | 1.000 | -0.115 | -0.031 | 0.001 | -0.048 | 0.056 | 0.003 | 0.056 | -0.028 | 0.051 | 0.043 | 0.001 | -0.032 | 0.009 | 0.005 | 0.036 | 0.051 | 0.013 | 0.014 |
| Months_on_book | 0.015 | 0.111 | 0.773 | -0.115 | 1.000 | -0.011 | 0.058 | 0.003 | 0.003 | 0.010 | 0.004 | -0.063 | -0.030 | -0.045 | -0.032 | -0.002 | 0.000 | 0.000 | 0.051 | 0.054 | 0.003 | 0.015 |
| Total_Relationship_Count | -0.009 | 0.017 | -0.012 | -0.031 | -0.011 | 1.000 | -0.015 | 0.060 | -0.059 | 0.011 | -0.071 | 0.028 | -0.271 | -0.220 | 0.019 | 0.065 | 0.020 | 0.000 | 0.011 | 0.018 | 0.068 | 0.164 |
| Months_Inactive_12_mon | 0.003 | -0.009 | 0.039 | 0.001 | 0.058 | -0.015 | 1.000 | 0.031 | -0.033 | -0.041 | -0.022 | -0.026 | -0.028 | -0.046 | -0.051 | -0.021 | 0.020 | 0.000 | 0.006 | 0.018 | 0.000 | 0.203 |
| Contacts_Count_12_mon | 0.001 | 0.010 | -0.000 | -0.048 | 0.003 | 0.060 | 0.031 | 1.000 | 0.024 | -0.050 | 0.038 | -0.019 | -0.176 | -0.177 | -0.096 | -0.068 | 0.063 | 0.000 | 0.000 | 0.022 | 0.000 | 0.246 |
| Credit_Limit | -0.006 | 0.015 | -0.003 | 0.056 | 0.003 | -0.059 | -0.033 | 0.024 | 1.000 | 0.142 | 0.932 | 0.015 | 0.024 | 0.033 | -0.016 | -0.411 | 0.443 | 0.000 | 0.028 | 0.325 | 0.335 | 0.038 |
| Total_Revolving_Bal | -0.005 | -0.001 | 0.011 | 0.003 | 0.010 | 0.011 | -0.041 | -0.050 | 0.142 | 1.000 | -0.143 | 0.033 | 0.024 | 0.050 | 0.082 | 0.705 | 0.033 | 0.020 | 0.022 | 0.021 | 0.023 | 0.403 |
| Avg_Open_To_Buy | -0.003 | 0.014 | -0.006 | 0.056 | 0.004 | -0.071 | -0.022 | 0.038 | 0.932 | -0.143 | 1.000 | 0.002 | 0.015 | 0.017 | -0.045 | -0.681 | 0.445 | 0.000 | 0.033 | 0.325 | 0.336 | 0.024 |
| Total_Amt_Chng_Q4_Q1 | 0.005 | 0.028 | -0.077 | -0.028 | -0.063 | 0.028 | -0.026 | -0.019 | 0.015 | 0.033 | 0.002 | 1.000 | 0.128 | 0.077 | 0.291 | 0.033 | 0.065 | 0.018 | 0.070 | 0.035 | 0.012 | 0.229 |
| Total_Trans_Amt | 0.014 | -0.002 | -0.036 | 0.051 | -0.030 | -0.271 | -0.028 | -0.176 | 0.024 | 0.024 | 0.015 | 0.128 | 1.000 | 0.880 | 0.228 | 0.030 | 0.250 | 0.000 | 0.129 | 0.105 | 0.159 | 0.325 |
| Total_Trans_Ct | 0.018 | 0.005 | -0.057 | 0.043 | -0.045 | -0.220 | -0.046 | -0.177 | 0.033 | 0.050 | 0.017 | 0.077 | 0.880 | 1.000 | 0.235 | 0.050 | 0.166 | 0.013 | 0.125 | 0.066 | 0.110 | 0.464 |
| Total_Ct_Chng_Q4_Q1 | 0.009 | 0.009 | -0.032 | 0.001 | -0.032 | 0.019 | -0.051 | -0.096 | -0.016 | 0.082 | -0.045 | 0.291 | 0.228 | 0.235 | 1.000 | 0.098 | 0.048 | 0.008 | 0.043 | 0.032 | 0.000 | 0.317 |
| Avg_Utilization_Ratio | 0.002 | 0.003 | 0.010 | -0.032 | -0.002 | 0.065 | -0.021 | -0.068 | -0.411 | 0.705 | -0.681 | 0.033 | 0.030 | 0.050 | 0.098 | 1.000 | 0.279 | 0.000 | 0.034 | 0.191 | 0.145 | 0.242 |
| Gender | 0.007 | 0.000 | 0.000 | 0.009 | 0.000 | 0.020 | 0.020 | 0.063 | 0.443 | 0.033 | 0.445 | 0.065 | 0.250 | 0.166 | 0.048 | 0.279 | 1.000 | 0.022 | 0.000 | 0.831 | 0.081 | 0.046 |
| Education_Level | 0.002 | 0.017 | 0.026 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.018 | 0.000 | 0.013 | 0.008 | 0.000 | 0.022 | 1.000 | 0.019 | 0.009 | 0.023 | 0.042 |
| Marital_Status | 0.000 | 0.000 | 0.093 | 0.036 | 0.051 | 0.011 | 0.006 | 0.000 | 0.028 | 0.022 | 0.033 | 0.070 | 0.129 | 0.125 | 0.043 | 0.034 | 0.000 | 0.019 | 1.000 | 0.000 | 0.030 | 0.009 |
| Income_Category | 0.000 | 0.000 | 0.081 | 0.051 | 0.054 | 0.018 | 0.018 | 0.022 | 0.325 | 0.021 | 0.325 | 0.035 | 0.105 | 0.066 | 0.032 | 0.191 | 0.831 | 0.009 | 0.000 | 1.000 | 0.055 | 0.027 |
| Card_Category | 0.000 | 0.000 | 0.024 | 0.013 | 0.003 | 0.068 | 0.000 | 0.000 | 0.335 | 0.023 | 0.336 | 0.012 | 0.159 | 0.110 | 0.000 | 0.145 | 0.081 | 0.023 | 0.030 | 0.055 | 1.000 | 0.016 |
| Attrition_Flag | 0.000 | 0.045 | 0.037 | 0.014 | 0.015 | 0.164 | 0.203 | 0.246 | 0.038 | 0.403 | 0.024 | 0.229 | 0.325 | 0.464 | 0.317 | 0.242 | 0.046 | 0.042 | 0.009 | 0.027 | 0.016 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| train_idx | CLIENTNUM | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Attrition_Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 713071383 | 54 | F | 1 | NaN | Single | NaN | Blue | 36 | 1 | 3 | 3 | 3723.0 | 1728 | 1995.0 | 0.595 | 8554 | 99 | 0.678 | 0.464 | 1 |
| 1 | 1 | 714246333 | 58 | F | 4 | High School | Married | NaN | Blue | 48 | 1 | 4 | 3 | 5396.0 | 1803 | 3593.0 | 0.493 | 2107 | 39 | 0.393 | 0.334 | 0 |
| 2 | 2 | 718206783 | 45 | F | 4 | NaN | Single | Less than $40K | Gold | 36 | 6 | 1 | 3 | 15987.0 | 1648 | 14339.0 | 0.732 | 1436 | 36 | 1.250 | 0.103 | 1 |
| 3 | 3 | 721096983 | 34 | F | 2 | Graduate | Single | Less than $40K | Blue | 36 | 4 | 3 | 4 | 3625.0 | 2517 | 1108.0 | 1.158 | 2616 | 46 | 1.300 | 0.694 | 1 |
| 4 | 4 | 720028683 | 49 | F | 2 | High School | Married | $40K - $60K | Blue | 39 | 5 | 3 | 4 | 2720.0 | 1926 | 794.0 | 0.602 | 3806 | 61 | 0.794 | 0.708 | 1 |
| 5 | 5 | 778942233 | 60 | F | 0 | Doctorate | Married | Less than $40K | Blue | 45 | 5 | 2 | 4 | 1438.3 | 648 | 790.3 | 0.477 | 1267 | 27 | 1.077 | 0.451 | 1 |
| 6 | 6 | 708682908 | 43 | F | 4 | NaN | Single | NaN | Blue | 28 | 2 | 2 | 1 | 2838.0 | 1934 | 904.0 | 0.873 | 8644 | 87 | 0.554 | 0.681 | 1 |
| 7 | 7 | 720670458 | 52 | F | 2 | NaN | Single | $40K - $60K | Blue | 45 | 3 | 1 | 3 | 3476.0 | 1560 | 1916.0 | 0.894 | 3496 | 58 | 0.871 | 0.449 | 1 |
| 8 | 8 | 719952408 | 30 | M | 0 | Graduate | Married | Less than $40K | Blue | 36 | 3 | 3 | 2 | 2550.0 | 1623 | 927.0 | 0.650 | 1870 | 51 | 0.275 | 0.636 | 1 |
| 9 | 9 | 708412758 | 33 | F | 3 | Graduate | Single | Less than $40K | Blue | 36 | 5 | 2 | 3 | 1457.0 | 0 | 1457.0 | 0.677 | 2200 | 45 | 0.364 | 0.000 | 0 |
| train_idx | CLIENTNUM | Customer_Age | Gender | Dependent_count | Education_Level | Marital_Status | Income_Category | Card_Category | Months_on_book | Total_Relationship_Count | Months_Inactive_12_mon | Contacts_Count_12_mon | Credit_Limit | Total_Revolving_Bal | Avg_Open_To_Buy | Total_Amt_Chng_Q4_Q1 | Total_Trans_Amt | Total_Trans_Ct | Total_Ct_Chng_Q4_Q1 | Avg_Utilization_Ratio | Attrition_Flag | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8091 | 8091 | 714825408 | 45 | F | 3 | High School | Single | $40K - $60K | Blue | 36 | 2 | 3 | 3 | 2853.0 | 2517 | 336.0 | 0.595 | 4971 | 65 | 0.757 | 0.882 | 1 |
| 8092 | 8092 | 812465958 | 53 | F | 3 | Post-Graduate | Divorced | NaN | Blue | 48 | 5 | 2 | 2 | 12286.0 | 997 | 11289.0 | 0.726 | 4960 | 83 | 0.729 | 0.081 | 1 |
| 8093 | 8093 | 709274583 | 40 | M | 2 | High School | Married | $120K + | Blue | 27 | 5 | 3 | 1 | 12248.0 | 1323 | 10925.0 | 0.882 | 4806 | 91 | 0.896 | 0.108 | 1 |
| 8094 | 8094 | 708217758 | 63 | M | 2 | Graduate | Married | $60K - $80K | Blue | 49 | 5 | 2 | 3 | 14035.0 | 2061 | 11974.0 | 2.271 | 1606 | 30 | 1.500 | 0.147 | 1 |
| 8095 | 8095 | 718148358 | 50 | F | 3 | High School | Married | Less than $40K | Blue | 36 | 2 | 3 | 3 | 1572.0 | 0 | 1572.0 | 0.740 | 2447 | 41 | 0.577 | 0.000 | 0 |
| 8096 | 8096 | 769053033 | 44 | F | 1 | Graduate | Single | $40K - $60K | Blue | 38 | 3 | 2 | 5 | 4142.0 | 2517 | 1625.0 | 0.809 | 2104 | 44 | 0.833 | 0.608 | 0 |
| 8097 | 8097 | 714406158 | 53 | F | 3 | High School | Divorced | NaN | Blue | 36 | 4 | 3 | 6 | 7939.0 | 0 | 7939.0 | 0.551 | 2269 | 42 | 0.312 | 0.000 | 0 |
| 8098 | 8098 | 714140133 | 42 | F | 4 | Graduate | NaN | Less than $40K | Blue | 32 | 3 | 1 | 2 | 2314.0 | 1547 | 767.0 | 0.804 | 4678 | 74 | 1.000 | 0.669 | 1 |
| 8099 | 8099 | 720244983 | 40 | M | 3 | NaN | Single | $40K - $60K | Blue | 28 | 4 | 1 | 1 | 3563.0 | 1707 | 1856.0 | 0.506 | 1482 | 42 | 0.312 | 0.479 | 1 |
| 8100 | 8100 | 827123883 | 53 | M | 4 | High School | Single | $60K - $80K | Blue | 49 | 5 | 1 | 2 | 3858.0 | 0 | 3858.0 | 0.670 | 4472 | 92 | 0.614 | 0.000 | 1 |